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How Snappy evolved from the nextjs-fastapi-colpali template into a vision-first document retrieval system
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An end-to-end, page-level Vision RAG template with ColPali-style embeddings, Qdrant multivector retrieval (with optional binary quantization), and MinIO-backed storage — dockerized and API-first.- Published on
An audio RAG system that processes video URLs and answers questions about their content using ColQwen2.5-Omni and OpenAI audio